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Dremel: Interactive Analysis of Web-Scale Datasets

Summary: Dremel: scalable interactive query system for nested data, using multilevel execution trees and columnar layout for aggregations. Nested-columnar storage and tree-based execution enable petabyte-scale analysis on thousands of CPUs, complementing MapReduce. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
ha2f19a0707fe9579
Venue
VLDB
Year
2010
Pagerank
0.00043160717
Overall Rank
49 | 99.68%
DOI
10.14778/1920841.1920886

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{melnik_vldb10,
        title = {{Dremel: Interactive Analysis of Web-Scale Datasets}},
        author = {Melnik, Sergey and Gubarev, Andrey and Long, Jing Jing and Romer, Geoffrey and Shivakumar, Shiva and Tolton, Matt and Vassilakis, Theo},
        journal = {PVLDB},
        series = {{VLDB} '10},
        volume = {3},
        number = {1},
        pages = {330--339},
        doi = {10.14778/1920841.1920886},
        url = {https://doi.org/10.14778/1920841.1920886},
        year = {2010}
}

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8,815 Bias-Aware Sketches 2017 VLDB 5.2708103e-05
8,840 Columnar Formats for Schemaless LSM-based Document Stores 2022 VLDB 5.2665183e-05
8,849 VStream: A Distributed Streaming Vector Search System 2025 VLDB 5.2646236e-05
9,040 Native JSON Datatype Support: Maturing SQL and NoSQL convergence in Oracle Database 2020 VLDB 5.2330939e-05
9,215 Chasing Similarity: Distribution-aware Aggregation Scheduling 2019 VLDB 5.2056826e-05
9,314 Apache TsFile: An IoT-native Time Series File Format 2024 VLDB 5.1959394e-05
9,328 Meta's Next-generation Realtime Monitoring and Analytics Platform 2022 VLDB 5.1923392e-05
9,348 Evaluating Query Languages and Systems for High-Energy Physics Data 2022 VLDB 5.1899225e-05
9,349 Management of Flexible Schema Data in RDBMSs - Opportunities and Limitations for NoSQL 2015 CIDR 5.1897188e-05
9,451 CockroachDB Serverless: Sub-second Scaling from Zero with Multi-region Cluster Virtualization 2025 SIGMOD 5.1749657e-05
9,733 Vortex: A Stream-oriented Storage Engine For Big Data Analytics 2024 SIGMOD 5.1349531e-05
9,769 Overview of Turn Data Management Platform for Digital Advertising 2013 VLDB 5.1333128e-05
9,943 The Story of AWS Glue 2023 VLDB 5.1043697e-05
10,230 OceanRT: Real-Time Analytics over Large Temporal Data 2014 SIGMOD 5.0570085e-05
10,250 AnyBlox: A Framework for Self-Decoding Datasets 2025 VLDB 5.051964e-05
10,272 TuskFlow: An Efficient Graph Database for Long-Running Transactions 2025 VLDB 5.0485061e-05
10,318 Out-of-order Execution of Database Queries 2020 VLDB 5.0367346e-05
10,335 Zed: Leveraging Data Types to Process Eclectic Data 2023 CIDR 5.0254535e-05
10,785 MGI: A Communication Framework for Data Processing in Massive GPU Infrastructures 2026 VLDB 4.9793485e-05
10,842 The Data World Is Not Flat: Efficient Factorized Execution for Relational Systems 2026 VLDB 4.9793485e-05
10,885 Storing and Indexing Multiple Tables by Interesting Orderings: For Efficient Joins, Groupings, and Updates in Relational Databases 2026 VLDB 4.9793485e-05
10,944 From Presto to Prestissimo: A Velox-Powered Modernization Journey 2026 VLDB 4.9793485e-05
11,186 Rule-Based Graph Cleaning with GPUs on a Single Machine 2025 SIGMOD 4.9793485e-05
11,191 Nested Parquet Is Flat, Why Not Use It? How To Scan Nested Data With On-the-Fly Key Generation and Joins 2025 SIGMOD 4.9793485e-05
11,555 Breathing New Life into An Old Tree: Resolving Logging Dilemma of B+-tree on Modern Computational Storage Drives 2024 VLDB 4.9793485e-05
11,591 Enhancing Accuracy for Super Spreader Identification in High-Speed Data Streams 2024 VLDB 4.9793485e-05
11,601 Partition, Don’t Sort! Compression Boosters for Cloud Data Ingestion Pipelines 2024 VLDB 4.9793485e-05
12,185 Integration of Large-Scale Data Processing Systems and Traditional Parallel Database Technology 2019 VLDB 4.9793485e-05
12,327 Logical Aspects of Massively Parallel and Distributed Systems 2016 PODS 4.9793485e-05
12,393 Compact Summaries over Large Datasets 2015 PODS 4.9793485e-05
12,494 Design and Implementation of a Real-Time Interactive Analytics System for Large Spatio-Temporal Data 2014 VLDB 4.9793485e-05
12,689 Resiliency-Aware Data Management 2011 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

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